{
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![alt text](https://github.com/callysto/callysto-sample-notebooks/blob/master/notebooks/images/Callysto_Notebook-Banner_Top_06.06.18.jpg?raw=true)"
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working With Open Data Part 4:  Meteorite Landings and Falls Part 1\n",
    "\n",
    "In this third instalment of our open data tutorial series, we will be using a data set of the year and location of all recorded meteorite falls until the year 2013. This data is hosted at [this github repository](https://github.com/fleiser/Meteorite-landings/blob/master/Meteorite_Landings.csv). \n",
    "\n",
    "\n",
    "As this is the third instalment in the tutorial series, let's continue with our traditional first step and import the required libraries. Notice this time we're using a few more libraries than we have in the past. Not to worry, they're extra tools to make some visualizations a little more exciting. We have entered comments describing what each library is for, and we will explain how we're using them for when they come up in the tutorial. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# These first three libraries are nothing new!\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# Geopandas is very similar to pandas, however it contains extra functionality to work with \n",
    "# geospacial data such as latitude and longitude\n",
    "import geopandas as gpd\n",
    "# This imports the \"Point\" function, or a function that creates a point on a geospacial graph.\n",
    "# this function simply makes things easier to work with in Pandas\n",
    "from shapely.geometry import Point\n",
    "\n",
    "# The following three libraries are included in order to make interactive widgets in this notebook.\n",
    "# More on this later. \n",
    "from IPython import display\n",
    "from ipywidgets import interact_manual\n",
    "import ipywidgets as widgets\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Don't worry too much about those new libraries. They will be considerably less intimidating once you see how they're like what we've already used!\n",
    "\n",
    "## Gathering The Data\n",
    "\n",
    "We now are ready to download the data from the Github site in the cell below. You'll notice that we've broken it into few more steps in the cell below. These are to make handling the data a little more straight forward. Their functionality is commented in the cell below for your convenience. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of observed meteorites in data set: 45715\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1880-01-01</td>\n",
       "      <td>50.77500</td>\n",
       "      <td>6.08333</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1951-01-01</td>\n",
       "      <td>56.18333</td>\n",
       "      <td>10.23333</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1952-01-01</td>\n",
       "      <td>54.21667</td>\n",
       "      <td>-113.00000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1976-01-01</td>\n",
       "      <td>16.88333</td>\n",
       "      <td>-99.90000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1902-01-01</td>\n",
       "      <td>-33.16667</td>\n",
       "      <td>-64.95000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       name   id nametype     recclass  mass (g)  fall       year    reclat  \\\n",
       "0    Aachen    1    Valid           L5      21.0  Fell 1880-01-01  50.77500   \n",
       "1    Aarhus    2    Valid           H6     720.0  Fell 1951-01-01  56.18333   \n",
       "2      Abee    6    Valid          EH4  107000.0  Fell 1952-01-01  54.21667   \n",
       "3  Acapulco   10    Valid  Acapulcoite    1914.0  Fell 1976-01-01  16.88333   \n",
       "4   Achiras  370    Valid           L6     780.0  Fell 1902-01-01 -33.16667   \n",
       "\n",
       "     reclong               GeoLocation  \n",
       "0    6.08333     (50.775000, 6.083330)  \n",
       "1   10.23333    (56.183330, 10.233330)  \n",
       "2 -113.00000  (54.216670, -113.000000)  \n",
       "3  -99.90000   (16.883330, -99.900000)  \n",
       "4  -64.95000  (-33.166670, -64.950000)  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "These first two lines should not be surprising anymore! This is how we've been bringing data into\n",
    "our Jupyter notebooks throughout this tutorial series. \n",
    "'''\n",
    "url = 'https://github.com/fleiser/Meteorite-landings/raw/master/Meteorite_Landings.csv'\n",
    "landings = pd.read_csv(url)\n",
    "\n",
    "'''\n",
    "Here things are new and exciting. What the `pd.to_datetime' function does is convert some text that looks \n",
    "like a date into a 'datetime' object inside of pandas. This is convenient for parsing later as we will be able\n",
    "to search by year, month, and day. We're also using errors = 'coerce', which tells python to ignore any data\n",
    "points that cannot be coerced into a datetime object. You'll also note that we're redefining our pandas column\n",
    "'year' in place\n",
    "'''\n",
    "landings['year'] = pd.to_datetime(landings['year'], errors = 'coerce')\n",
    "print(\"Number of observed meteorites in data set:\", len(landings))\n",
    "landings.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You may notice that the 'year' column also contains months and days in our dataframe. You'll also notice that the date here is always January first. This is not the result of some great cosmic coincidence. The month and day linger as an artifact of the data set itself, and in fact the month and day in this data do not exist. As such, we will be ignoring those quantities in our later analysis. The month and date are not included maliciously - this is more than likely an artifact of date time conversions of the original data set. With the appearance of month and days, this data could be unintentionally misleading. \n",
    "\n",
    "# Creating a Map\n",
    "\n",
    "Using the latitude and longitude of each meteor, awe can create a map which will allow us to observe the locations where meteorites have fallen or been discovered. To do that, we require `geopandas`, or \"Geo-spacial pandas\". Geopandas behaves near identically to the pandas, however it contains further functionality that makes creating maps more straight forward. Our first task is creating a geopandas data frame, which is done in the code cell below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Below is what our create_point function creates\n",
      "\n",
      "0                 POINT (6.08333 50.775)\n",
      "1     POINT (10.23333 56.18333000000001)\n",
      "2         POINT (-113 54.21666999999999)\n",
      "3    POINT (-99.90000000000001 16.88333)\n",
      "4               POINT (-64.95 -33.16667)\n",
      "dtype: object\n"
     ]
    },
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aachen</td>\n",
       "      <td>1</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1880-01-01</td>\n",
       "      <td>50.77500</td>\n",
       "      <td>6.08333</td>\n",
       "      <td>(50.775000, 6.083330)</td>\n",
       "      <td>POINT (6.08333 50.775)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aarhus</td>\n",
       "      <td>2</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>720.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1951-01-01</td>\n",
       "      <td>56.18333</td>\n",
       "      <td>10.23333</td>\n",
       "      <td>(56.183330, 10.233330)</td>\n",
       "      <td>POINT (10.23333 56.18333000000001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abee</td>\n",
       "      <td>6</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EH4</td>\n",
       "      <td>107000.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1952-01-01</td>\n",
       "      <td>54.21667</td>\n",
       "      <td>-113.00000</td>\n",
       "      <td>(54.216670, -113.000000)</td>\n",
       "      <td>POINT (-113 54.21666999999999)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Acapulco</td>\n",
       "      <td>10</td>\n",
       "      <td>Valid</td>\n",
       "      <td>Acapulcoite</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1976-01-01</td>\n",
       "      <td>16.88333</td>\n",
       "      <td>-99.90000</td>\n",
       "      <td>(16.883330, -99.900000)</td>\n",
       "      <td>POINT (-99.90000000000001 16.88333)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Achiras</td>\n",
       "      <td>370</td>\n",
       "      <td>Valid</td>\n",
       "      <td>L6</td>\n",
       "      <td>780.0</td>\n",
       "      <td>Fell</td>\n",
       "      <td>1902-01-01</td>\n",
       "      <td>-33.16667</td>\n",
       "      <td>-64.95000</td>\n",
       "      <td>(-33.166670, -64.950000)</td>\n",
       "      <td>POINT (-64.95 -33.16667)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       name   id nametype     recclass  mass (g)  fall       year    reclat  \\\n",
       "0    Aachen    1    Valid           L5      21.0  Fell 1880-01-01  50.77500   \n",
       "1    Aarhus    2    Valid           H6     720.0  Fell 1951-01-01  56.18333   \n",
       "2      Abee    6    Valid          EH4  107000.0  Fell 1952-01-01  54.21667   \n",
       "3  Acapulco   10    Valid  Acapulcoite    1914.0  Fell 1976-01-01  16.88333   \n",
       "4   Achiras  370    Valid           L6     780.0  Fell 1902-01-01 -33.16667   \n",
       "\n",
       "     reclong               GeoLocation                             geometry  \n",
       "0    6.08333     (50.775000, 6.083330)               POINT (6.08333 50.775)  \n",
       "1   10.23333    (56.183330, 10.233330)   POINT (10.23333 56.18333000000001)  \n",
       "2 -113.00000  (54.216670, -113.000000)       POINT (-113 54.21666999999999)  \n",
       "3  -99.90000   (16.883330, -99.900000)  POINT (-99.90000000000001 16.88333)  \n",
       "4  -64.95000  (-33.166670, -64.950000)             POINT (-64.95 -33.16667)  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Here we're creating a function which defines our points that we will plot on a map\n",
    "def create_point(row):\n",
    "    '''\n",
    "    Here 'row' is the row of a dataframe that we will use the apply() with this \n",
    "    function on. As well, reclong and reclat are the latitude and longitude from our landings \n",
    "    data frame. Finally, Point is the Point function that we imported in the beginning of the notebook\n",
    "    So, all this functio does is return a Point object of latitude and longitude. Easy!\n",
    "    \n",
    "    '''\n",
    "    return Point(row.reclong, row.reclat)\n",
    "\n",
    "# Now, we create our points by using the apply function on our landings data frame \n",
    "points = landings.apply(create_point, axis=1)\n",
    "\n",
    "print(\"Below is what our create_point function creates\")\n",
    "print()\n",
    "print(points.head())\n",
    "\n",
    "# We are now creating a geopandas data frame with a 'geometry' column as defined \n",
    "# by the points we just created. Besides that it is identical to our 'landings'\n",
    "# data frame \n",
    "\n",
    "geo_landings = gpd.GeoDataFrame(landings, geometry=points)\n",
    "\n",
    "# We also need to define the map projection we're using. In this case, epsg:4326 is the most \n",
    "# common projection for a rectangular map. \n",
    "\n",
    "geo_landings.crs = {'init': 'epsg:4326'}\n",
    "\n",
    "# View the first rows, note our 'geometry' tab \n",
    "geo_landings.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we've created a geopandas data frame, let's take a look at plotting that on a map! First, let's create a simple world map, as done below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c367e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This creates a world map for us! This data set is a part of geopands and included\n",
    "# in the hub. \n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Now we're just creating a plot as we've done using regular pandas data frames\n",
    "\n",
    "ax = world.plot(figsize=(20,10), linewidth=0.25, edgecolor='white', color='lightgrey')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have a basic map, let's put our meteorite landings onto it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a6d1c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "ax = world.plot(figsize=(16,10), linewidth=0.25, edgecolor='white', color='lightgrey')\n",
    "\n",
    "# Because we have a 'geometry' column, geopandas will plot our meteorite landings without \n",
    "# us needing to specify which column to plot. However, we do need to specify that it should appear on the same \n",
    "# axis as \n",
    "geo_landings.plot(ax=ax, column='fall', alpha = 0.5, markersize=10, legend=True)\n",
    "ax.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Of course, there's around 45000 observed meteorites on the plot above. Which gets messy pretty quickly. It might be more interesting to view the meteorite falls and finds for each year. The easiest way to do this in a Jupyter notebook is by using interactive widgets, some of the libraries we imported earlier. Before we start  creating the widget, let's walk through how we would make a map of any year of interest first. The first order of business: how do we extract just the year from a date time column?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Syntax 1 output:\n",
      "0    1880.0\n",
      "1    1951.0\n",
      "2    1952.0\n",
      "3    1976.0\n",
      "4    1902.0\n",
      "Name: year, dtype: float64\n",
      "\n",
      "Syntax 2 output:\n",
      "0    1880.0\n",
      "1    1951.0\n",
      "2    1952.0\n",
      "3    1976.0\n",
      "4    1902.0\n",
      "Name: year, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "To extract the year from a datetime object, we have to be aware of two methods:\n",
    "\n",
    "dt   : This stands for \"datetime\" and is used to cast the text in our data frame into a datetime object\n",
    "\n",
    "year : This extracts the year from the date time object\n",
    "\n",
    "'''\n",
    "# This is how we get just the year out!\n",
    "print(\"Syntax 1 output:\")\n",
    "print( geo_landings[\"year\"].dt.year.head() )\n",
    "print()\n",
    "\n",
    "# Note that this is equivalent, however the first \".year\" is in reference to the column name\n",
    "# and not a method of the date time object.\n",
    "print(\"Syntax 2 output:\")\n",
    "print( geo_landings.year.dt.year.head() )\n",
    "\n",
    "# If our 'year' column was called 'time', this would look like\n",
    "# geo_landings.time.dt.year.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116129278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "ax = world.plot(figsize=(16,10), linewidth=0.25, edgecolor='white', color='lightgrey')\n",
    "\n",
    "# Notice how we're specifying only a single year in this line! \n",
    "plot_single_year = geo_landings[geo_landings.year.dt.year == 2012]\n",
    "\n",
    "plot_single_year.plot(ax=ax, column='fall', alpha = 0.5, markersize=10, legend=True)\n",
    "plt.title(\"Meteor Falls in 2012\", size = 20)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feel free to change the code above to look at any year you like in order to get comfortable with the syntax. You may have noticed that there is a peculiar point off the coast of Africa in the Atlantic ocean. Let's take a closer look at what's going on there in the cell below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>nametype</th>\n",
       "      <th>recclass</th>\n",
       "      <th>mass (g)</th>\n",
       "      <th>fall</th>\n",
       "      <th>year</th>\n",
       "      <th>reclat</th>\n",
       "      <th>reclong</th>\n",
       "      <th>GeoLocation</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30765</th>\n",
       "      <td>Northwest Africa 7842</td>\n",
       "      <td>57415</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>365.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>(0.000000, 0.000000)</td>\n",
       "      <td>POINT (0 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30766</th>\n",
       "      <td>Northwest Africa 7843</td>\n",
       "      <td>57416</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>236.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>(0.000000, 0.000000)</td>\n",
       "      <td>POINT (0 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30767</th>\n",
       "      <td>Northwest Africa 7850</td>\n",
       "      <td>57417</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>625.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>(0.000000, 0.000000)</td>\n",
       "      <td>POINT (0 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30768</th>\n",
       "      <td>Northwest Africa 7851</td>\n",
       "      <td>57418</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H4</td>\n",
       "      <td>585.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>(0.000000, 0.000000)</td>\n",
       "      <td>POINT (0 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30769</th>\n",
       "      <td>Northwest Africa 7852</td>\n",
       "      <td>57419</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H5</td>\n",
       "      <td>39.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>(0.000000, 0.000000)</td>\n",
       "      <td>POINT (0 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30774</th>\n",
       "      <td>Northwest Africa 7860</td>\n",
       "      <td>57424</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>(0.000000, 0.000000)</td>\n",
       "      <td>POINT (0 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31060</th>\n",
       "      <td>Österplana 049</td>\n",
       "      <td>56148</td>\n",
       "      <td>Relict</td>\n",
       "      <td>Relict OC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>58.58333</td>\n",
       "      <td>13.43333</td>\n",
       "      <td>(58.583330, 13.433330)</td>\n",
       "      <td>POINT (13.43333 58.58333)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36402</th>\n",
       "      <td>Rosamond</td>\n",
       "      <td>57434</td>\n",
       "      <td>Valid</td>\n",
       "      <td>LL3</td>\n",
       "      <td>11.1</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>34.82793</td>\n",
       "      <td>-118.14640</td>\n",
       "      <td>(34.827930, -118.146400)</td>\n",
       "      <td>POINT (-118.1464 34.82793)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37732</th>\n",
       "      <td>Stewart Valley 012</td>\n",
       "      <td>55528</td>\n",
       "      <td>Valid</td>\n",
       "      <td>H6</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>36.23500</td>\n",
       "      <td>-116.18358</td>\n",
       "      <td>(36.235000, -116.183580)</td>\n",
       "      <td>POINT (-116.18358 36.235)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38107</th>\n",
       "      <td>Tupelo</td>\n",
       "      <td>56551</td>\n",
       "      <td>Valid</td>\n",
       "      <td>EL6</td>\n",
       "      <td>280.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>34.24216</td>\n",
       "      <td>-88.77594</td>\n",
       "      <td>(34.242160, -88.775940)</td>\n",
       "      <td>POINT (-88.77594000000001 34.24216)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        name     id nametype   recclass  mass (g)   fall  \\\n",
       "30765  Northwest Africa 7842  57415    Valid         H6     365.0  Found   \n",
       "30766  Northwest Africa 7843  57416    Valid         H5     236.0  Found   \n",
       "30767  Northwest Africa 7850  57417    Valid         H5     625.0  Found   \n",
       "30768  Northwest Africa 7851  57418    Valid         H4     585.0  Found   \n",
       "30769  Northwest Africa 7852  57419    Valid         H5      39.0  Found   \n",
       "30774  Northwest Africa 7860  57424    Valid         H6     500.0  Found   \n",
       "31060         Österplana 049  56148   Relict  Relict OC       0.0  Found   \n",
       "36402               Rosamond  57434    Valid        LL3      11.1  Found   \n",
       "37732     Stewart Valley 012  55528    Valid         H6     130.0  Found   \n",
       "38107                 Tupelo  56551    Valid        EL6     280.0  Found   \n",
       "\n",
       "            year    reclat    reclong               GeoLocation  \\\n",
       "30765 2012-01-01   0.00000    0.00000      (0.000000, 0.000000)   \n",
       "30766 2012-01-01   0.00000    0.00000      (0.000000, 0.000000)   \n",
       "30767 2012-01-01   0.00000    0.00000      (0.000000, 0.000000)   \n",
       "30768 2012-01-01   0.00000    0.00000      (0.000000, 0.000000)   \n",
       "30769 2012-01-01   0.00000    0.00000      (0.000000, 0.000000)   \n",
       "30774 2012-01-01   0.00000    0.00000      (0.000000, 0.000000)   \n",
       "31060 2012-01-01  58.58333   13.43333    (58.583330, 13.433330)   \n",
       "36402 2012-01-01  34.82793 -118.14640  (34.827930, -118.146400)   \n",
       "37732 2012-01-01  36.23500 -116.18358  (36.235000, -116.183580)   \n",
       "38107 2012-01-01  34.24216  -88.77594   (34.242160, -88.775940)   \n",
       "\n",
       "                                  geometry  \n",
       "30765                          POINT (0 0)  \n",
       "30766                          POINT (0 0)  \n",
       "30767                          POINT (0 0)  \n",
       "30768                          POINT (0 0)  \n",
       "30769                          POINT (0 0)  \n",
       "30774                          POINT (0 0)  \n",
       "31060            POINT (13.43333 58.58333)  \n",
       "36402           POINT (-118.1464 34.82793)  \n",
       "37732            POINT (-116.18358 36.235)  \n",
       "38107  POINT (-88.77594000000001 34.24216)  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Here we're looking at the last 10 entries of our dataframe\n",
    "plot_single_year.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ah ha! There's the problem. In this case the \"Northwest Africa\" meteorites don't have valid coordinates and were simply zero filled. This is another case of \"poor data\" that is not intentionally misleading, but can lead to some strange results if you're not careful. One of the most popular ways to deal with missing data in a lot of cases is to simply replace those missing values with zero, so it's best to be careful. In this case, let's filter those points out so they don't show up in our map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116117a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# If you want to have multiple conditions, the syntax is the same, but each condition is separated\n",
    "# by an ampersand (&) for 'and'. Also note that '!=' means \"not equal to\" \n",
    "\n",
    "ax = world.plot(figsize=(16,10), linewidth=0.25, edgecolor='white', color='lightgrey')\n",
    "# Note the changes in the line below\n",
    "plot_single_year = geo_landings[(geo_landings.year.dt.year == 2012) & (geo_landings.reclat != 0)]\n",
    "\n",
    "plot_single_year.plot(ax=ax, column='fall', alpha = 0.5, markersize=10, legend=True)\n",
    "plt.title(\"Meteor Falls in 2012\", size = 20)\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There we go! That took care of that peculiar landing sight (far) off the coast of Africa. Now that we can create maps with single a years  data, let's put it all into a interactive widget so we can view any year conveniently. \n",
    "\n",
    "## Putting it in a widget\n",
    "\n",
    "In the cell below we're creating the widget that we can use to view any year we like. The code here appears intimidating, but it's about 95% comments explaining what's going on. The actual code for the widget is but a pittance at approximately 12 lines of code!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9aff8d556374412183681dda87d0edf1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(SelectionSlider(description='Select Year', options=(1688.0, 1766.0, 1769.0, 1803.0, 1805.0, 1806.0, 1814.0, 1822.0, 1835.0, 1836.0, 1838.0, 1842.0, 1855.0, 1858.0, 1860.0, 1865.0, 1869.0, 1873.0, 1880.0, 1883.0, 1886.0, 1895.0, 1896.0, 1898.0, 1899.0, 1900.0, 1902.0, 1908.0, 1914.0, 1919.0, 1920.0, 1922.0, 1923.0, 1925.0, 1929.0, 1930.0, 1932.0, 1933.0, 1934.0, 1938.0, 1939.0, 1942.0, 1945.0, 1949.0, 1950.0, 1951.0, 1952.0, 1954.0, 1957.0, 1959.0, 1968.0, 1969.0, 1971.0, 1974.0, 1976.0, 1977.0, 1981.0, 1984.0, 2001.0, 2002.0, 2008.0, nan, 1704.0, 1715.0, 1716.0, 1723.0, 1724.0, 1740.0, 1741.0, 1749.0, 1750.0, 1751.0, 1753.0, 1768.0, 1773.0, 1775.0, 1776.0, 1779.0, 1781.0, 1784.0, 1785.0, 1787.0, 1790.0, 1791.0, 1792.0, 1793.0, 1794.0, 1795.0, 1796.0, 1797.0, 1798.0, 1801.0, 1804.0, 1807.0, 1808.0, 1809.0, 1810.0, 1811.0, 1812.0, 1813.0, 1815.0, 1817.0, 1818.0, 1819.0, 1820.0, 1821.0, 1823.0, 1824.0, 1825.0, 1826.0, 1827.0, 1828.0, 1829.0, 1830.0, 1831.0, 1832.0, 1833.0, 1834.0, 1837.0, 1839.0, 1840.0, 1841.0, 1843.0, 1844.0, 1845.0, 1846.0, 1847.0, 1848.0, 1849.0, 1850.0, 1851.0, 1852.0, 1853.0, 1854.0, 1856.0, 1857.0, 1859.0, 1861.0, 1862.0, 1863.0, 1864.0, 1866.0, 1867.0, 1868.0, 1870.0, 1871.0, 1872.0, 1874.0, 1875.0, 1876.0, 1877.0, 1878.0, 1879.0, 1881.0, 1882.0, 1884.0, 1885.0, 1887.0, 1888.0, 1889.0, 1890.0, 1891.0, 1892.0, 1893.0, 1894.0, 1897.0, 1901.0, 1903.0, 1904.0, 1905.0, 1906.0, 1907.0, 1909.0, 1910.0, 1911.0, 1912.0, 1913.0, 1915.0, 1916.0, 1917.0, 1918.0, 1921.0, 1924.0, 1926.0, 1927.0, 1928.0, 1931.0, 1935.0, 1936.0, 1937.0, 1940.0, 1941.0, 1943.0, 1944.0, 1946.0, 1947.0, 1948.0, 1953.0, 1955.0, 1956.0, 1958.0, 1960.0, 1961.0, 1962.0, 1963.0, 1964.0, 1965.0, 1966.0, 1967.0, 1970.0, 1972.0, 1973.0, 1975.0, 1978.0, 1979.0, 1980.0, 1982.0, 1983.0, 1985.0, 1986.0, 1987.0, 1988.0, 1989.0, 1990.0, 1991.0, 1992.0, 1993.0, 1994.0, 1995.0, 1996.0, 1997.0, 1998.0, 1999.0, 2000.0, 2003.0, 2004.0, 2005.0, 2006.0, 2007.0, 2009.0, 2010.0, 2011.0, 2012.0, 2013.0), value=1688.0), Button(description='Run Interact', style=ButtonStyle()), Output()), _dom_classes=('widget-interact',))"
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      "text/plain": [
       "<function __main__.update>"
      ]
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   "source": [
    "'''\n",
    "This function is actually nothing new! Instead of plotting our graph directly, we've hidden it \n",
    "in a function to call instead. We've also called it 'update' as it is the function that will update\n",
    "our plot with new data. In this case, our function takes a single input 'y' for year, this is the input \n",
    "that is used to filter our data down to a single year. But, everything in the function below is exactly\n",
    "the plots we've already used. \n",
    "'''\n",
    "def update(y):\n",
    "    ax = world.plot(figsize=(20,10), linewidth=0.25, edgecolor='white', color='lightgrey')\n",
    "    \n",
    "    # Notice how we're specifying the year exactly as we did before, now we're just using\n",
    "    # the variable 'y' to select the year instead!\n",
    "    geo_landings[(geo_landings.year.dt.year == y) & (geo_landings.reclat !=0)].plot(alpha=0.75, \n",
    "                                                                                    ax=ax,\n",
    "                                                                                    column = \"fall\",\n",
    "                                                                                    legend = True)\n",
    "    plt.title(\"Meteorite Falls in \" + str(int(y)), size = 20)\n",
    "    ax.axis('off')\n",
    "    plt.show()\n",
    "\n",
    "'''\n",
    "Here we're simply finding and sorting all the years which had meteorites fall. Here's a quick overview\n",
    "of what each funciton is doing below, as there's actually a lot to digest in that short line. \n",
    "\n",
    "sorted() : This function sorts data in ascending order (smallest -> middlest -> biggest) \n",
    "           If it is not simply numerical data, it will be sorted alphanumerically. \n",
    "           \n",
    "list()   : This function simply turns what is inside parenthesis into a python list\n",
    "\n",
    "landings.year.dt.year.unique() : We've actually seen this before to extract just the year. However this\n",
    "                                 time we've also added the .unique() method. This returns a filtered list \n",
    "                                 of only the unique years that meteorites were observed to fall or found. \n",
    "                                   \n",
    "[:-1]  : This is a short hand to parse our list. In this case the colon specifies that we're taking \n",
    "         elements from the beginning of the list. The -1 like this specifies that we're taking the \n",
    "         whole list, with the exception of the final element. This is because the year in the final \n",
    "         element has an error, and our widget won't work at that point. \n",
    "'''\n",
    "\n",
    "years_with_fall = sorted(list(landings.year.dt.year.unique()))[:-1]\n",
    "\n",
    "\n",
    "'''\n",
    "The contents of this code is explained below.\n",
    "\n",
    "interact_manual             : This is the function that we imported earlier that allows us to create an interactive\n",
    "                              widget taht will help us explore the data. The _manual suffix tells us that we also\n",
    "                              want to create a button to only update our plot when we've found the year we desire. \n",
    "                  \n",
    "update                      : This is the function we defined at the beginning of the cell, and the function that \n",
    "                              interact will continuously update for us. \n",
    "\n",
    "y = widgets.SelectionSlider : This is the widget that we will be using to pass values to our 'update' function. \n",
    "                              Notice how we have used the name 'y', the same argument that our update() parameter\n",
    "                              takes. In this case, SelectionSlider specifies that we want to use a slider widget\n",
    "                              in order to select the values of y, the year that we're interested in. The arguments\n",
    "                              of Selection Slider are explaned below. \n",
    "                              \n",
    "description                 : This is a string (computer science talk for \"a bunch of text\") that will be the label\n",
    "                              for our slider.\n",
    "                            \n",
    "options                     : This is a list of values our slider can take. In ourcase, it is the list we created \n",
    "                              earlier where we know meteors have fallen. \n",
    "'''\n",
    "\n",
    "interact_manual(update, \n",
    "         y=widgets.SelectionSlider(description='Select Year', \n",
    "                                   options=years_with_fall))"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that you'll have to click \"Run Interact\" after adjusting your slider to the year of your choice. We've demonstrated how straight forward it is to create an interactive widget using Jupyter. If you want to learn more, the documentation for widgets is available [at this link](https://ipywidgets.readthedocs.io/en/latest/examples/Widget%20Basics.html). Note that this link goes to the \"basics\" tutorial of the documentation, rather than the home page. \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Conclusion\n",
    "\n",
    "This notebook demonstrated how to work with open data sets that contain a geo-spacial component. Specifically, we've shown you how to create maps using this data.  We also demonstrated how you might add a small slice of interactivity to see meteorite falls at any given year. In the next tutorial, we will dive deeper in to the data analysis and see if we can discover anything interesting hidden within the data.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![alt text](https://github.com/callysto/callysto-sample-notebooks/blob/master/notebooks/images/Callysto_Notebook-Banners_Bottom_06.06.18.jpg?raw=true)"
   ]
  }
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